{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T02:35:26.431995Z",
     "start_time": "2020-05-16T02:35:25.519935Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T01:51:08.112533Z",
     "start_time": "2020-05-16T01:36:58.904219Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 23000 images belonging to 2 classes.\n",
      "Found 2000 images belonging to 2 classes.\n",
      "Model: \"sequential_4\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_4 (Conv2D)            (None, 148, 148, 32)      896       \n",
      "_________________________________________________________________\n",
      "max_pooling2d_4 (MaxPooling2 (None, 74, 74, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_5 (Conv2D)            (None, 72, 72, 64)        18496     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_5 (MaxPooling2 (None, 36, 36, 64)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_6 (Conv2D)            (None, 34, 34, 128)       73856     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_6 (MaxPooling2 (None, 17, 17, 128)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_7 (Conv2D)            (None, 15, 15, 128)       147584    \n",
      "_________________________________________________________________\n",
      "max_pooling2d_7 (MaxPooling2 (None, 7, 7, 128)         0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 7, 7, 128)         0         \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 6272)              0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 512)               3211776   \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 2)                 1026      \n",
      "=================================================================\n",
      "Total params: 3,453,634\n",
      "Trainable params: 3,453,634\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "Epoch 1/10\n",
      "230/230 [==============================] - 93s 403ms/step - loss: 0.6659 - accuracy: 0.5835 - val_loss: 0.6290 - val_accuracy: 0.6460\n",
      "Epoch 2/10\n",
      "230/230 [==============================] - 84s 364ms/step - loss: 0.6077 - accuracy: 0.6625 - val_loss: 0.5276 - val_accuracy: 0.7445\n",
      "Epoch 3/10\n",
      "230/230 [==============================] - 84s 365ms/step - loss: 0.5785 - accuracy: 0.6945 - val_loss: 0.5260 - val_accuracy: 0.7365\n",
      "Epoch 4/10\n",
      "230/230 [==============================] - 84s 366ms/step - loss: 0.5435 - accuracy: 0.7248 - val_loss: 0.4668 - val_accuracy: 0.7715\n",
      "Epoch 5/10\n",
      "230/230 [==============================] - 84s 366ms/step - loss: 0.5210 - accuracy: 0.7429 - val_loss: 0.4718 - val_accuracy: 0.7750\n",
      "Epoch 6/10\n",
      "230/230 [==============================] - 83s 362ms/step - loss: 0.4989 - accuracy: 0.7578 - val_loss: 0.5317 - val_accuracy: 0.7365\n",
      "Epoch 7/10\n",
      "230/230 [==============================] - 84s 365ms/step - loss: 0.4658 - accuracy: 0.7768 - val_loss: 0.4282 - val_accuracy: 0.8015\n",
      "Epoch 8/10\n",
      "230/230 [==============================] - 84s 365ms/step - loss: 0.4443 - accuracy: 0.7931 - val_loss: 0.3853 - val_accuracy: 0.8240\n",
      "Epoch 9/10\n",
      "230/230 [==============================] - 84s 366ms/step - loss: 0.4122 - accuracy: 0.8118 - val_loss: 0.3581 - val_accuracy: 0.8385\n",
      "Epoch 10/10\n",
      "230/230 [==============================] - 84s 366ms/step - loss: 0.3912 - accuracy: 0.8229 - val_loss: 0.3188 - val_accuracy: 0.8625\n"
     ]
    }
   ],
   "source": [
    "# 数据集地址\n",
    "\n",
    "base_dir = \"../datasets/cats_vs_dogs/\"\n",
    "train_dir = os.path.join(base_dir, \"train\")\n",
    "train_cats_dir = os.path.join(train_dir, \"cats\")\n",
    "train_dogs_dir = os.path.join(train_dir, \"dogs\")\n",
    "\n",
    "val_dir = os.path.join(base_dir, \"valid\")\n",
    "val_cats_dir = os.path.join(val_dir, \"cats\")\n",
    "val_dogs_dir = os.path.join(val_dir, \"dogs\")\n",
    "\n",
    "# 参数\n",
    "BATCH_SIZE = 100\n",
    "IMG_SHAPE = 150\n",
    "total_train = 23000\n",
    "total_val = 2000\n",
    "\n",
    "# 数据管道\n",
    "image_gen_train = ImageDataGenerator(\n",
    "    rescale=1. / 255,\n",
    "    rotation_range=40,\n",
    "    width_shift_range=0.2,\n",
    "    height_shift_range=0.2,\n",
    "    shear_range=0.2,\n",
    "    zoom_range=0.2,\n",
    "    horizontal_flip=True,\n",
    "    fill_mode='nearest',\n",
    ")\n",
    "\n",
    "train_data_gen = image_gen_train.flow_from_directory(\n",
    "    batch_size=BATCH_SIZE,\n",
    "    directory=train_dir,\n",
    "    shuffle=True,\n",
    "    target_size=(IMG_SHAPE, IMG_SHAPE),\n",
    "    class_mode='binary',\n",
    ")\n",
    "\n",
    "val_image_generator = ImageDataGenerator(rescale=1. / 255)\n",
    "val_data_gen = val_image_generator.flow_from_directory(\n",
    "    directory=val_dir,\n",
    "    batch_size=BATCH_SIZE,\n",
    "    shuffle=False,\n",
    "    target_size=(IMG_SHAPE, IMG_SHAPE),\n",
    "    class_mode='binary',\n",
    ")\n",
    "\n",
    "# 创建模型\n",
    "model = tf.keras.models.Sequential([\n",
    "    tf.keras.layers.Conv2D(32, (3, 3),\n",
    "                           activation='relu',\n",
    "                           input_shape=(150, 150, 3)),\n",
    "    tf.keras.layers.MaxPooling2D(2, 2),\n",
    "    tf.keras.layers.Conv2D(64, (3, 3), activation='relu'),\n",
    "    tf.keras.layers.MaxPooling2D(2, 2),\n",
    "    tf.keras.layers.Conv2D(128, (3, 3), activation='relu'),\n",
    "    tf.keras.layers.MaxPooling2D(2, 2),\n",
    "    tf.keras.layers.Conv2D(128, (3, 3), activation='relu'),\n",
    "    tf.keras.layers.MaxPooling2D(2, 2),\n",
    "    tf.keras.layers.Dropout(0.5),\n",
    "    tf.keras.layers.Flatten(),\n",
    "    tf.keras.layers.Dense(512, activation='relu'),\n",
    "    tf.keras.layers.Dense(2)\n",
    "])\n",
    "\n",
    "# 编译模型\n",
    "\n",
    "model.compile(\n",
    "    optimizer='adam',\n",
    "    loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
    "    metrics=['accuracy'],\n",
    ")\n",
    "model.summary()\n",
    "\n",
    "# 训练模型\n",
    "epochs = 10\n",
    "history = model.fit_generator(\n",
    "    train_data_gen,\n",
    "    steps_per_epoch=int(np.ceil(total_train / float(BATCH_SIZE))),\n",
    "    epochs=epochs,\n",
    "    validation_data=val_data_gen,\n",
    "    validation_steps=int(np.ceil(total_val / float(BATCH_SIZE))))\n",
    "\n",
    "# 保存模型\n",
    "model.save('../models/cats_and_dogs_small.h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可视化中间激活"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T02:35:30.344031Z",
     "start_time": "2020-05-16T02:35:30.332198Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 150, 150, 3)\n"
     ]
    }
   ],
   "source": [
    "# 预处理单张图像\n",
    "from tensorflow.keras.preprocessing import image\n",
    "\n",
    "img_path = \"../datasets/cats_vs_dogs/valid/cats/cat.7248.jpg\"\n",
    "\n",
    "img = image.load_img(img_path, target_size=(150, 150))\n",
    "img_tensor = image.img_to_array(img)\n",
    "img_tensor = np.expand_dims(img_tensor, axis=0)\n",
    "img_tensor /= 255.\n",
    "print(img_tensor.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T02:35:31.777584Z",
     "start_time": "2020-05-16T02:35:31.664812Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.imshow(img_tensor[0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T02:37:42.691950Z",
     "start_time": "2020-05-16T02:37:41.794300Z"
    }
   },
   "outputs": [],
   "source": [
    "# 加载模型\n",
    "from tensorflow.keras import models\n",
    "from tensorflow.keras.models import load_model\n",
    "model = load_model('../models/cats_and_dogs_small.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T02:37:43.646863Z",
     "start_time": "2020-05-16T02:37:43.639867Z"
    }
   },
   "outputs": [],
   "source": [
    "# 提取模型每层输出\n",
    "\n",
    "layer_outputs = [layer.output for layer in model.layers[:8]]\n",
    "activation_model = models.Model(inputs=model.input, outputs=layer_outputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T02:37:46.918848Z",
     "start_time": "2020-05-16T02:37:46.199548Z"
    }
   },
   "outputs": [],
   "source": [
    "# 预测\n",
    "activations = activation_model.predict(img_tensor)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T02:37:49.275741Z",
     "start_time": "2020-05-16T02:37:49.270586Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 148, 148, 32)\n"
     ]
    }
   ],
   "source": [
    "first_layer_activation = activations[0]\n",
    "print(first_layer_activation.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T02:37:50.775221Z",
     "start_time": "2020-05-16T02:37:50.705129Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化输出特征图的 第四通道\n",
    "plt.matshow(first_layer_activation[0, :, :, 10], cmap='viridis');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 该通道似乎是对角边缘检测器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T02:37:54.041311Z",
     "start_time": "2020-05-16T02:37:53.978299Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f32143c3990>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.matshow(first_layer_activation[0, :, :, 23], cmap='viridis')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 该通道似乎是检测 眼睛"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T02:38:45.240109Z",
     "start_time": "2020-05-16T02:38:44.354444Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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/2MzP+f7PjJr6Kf+87thmXtdOaubPf9zlzXzl+hnNPGnPsgPYEXc+YWMzv/6kM5v5E/7ktGY+/XPtOZ3D2eOB0syXfOGUZn5YLhnR/oGdyxlPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALpSPAEAAOhK8QQAAKArczxH0Tf/8L3N/Ml/+fujtBKYWOZ/fVozv+jHj2w/wDC/gjvxWe1ZcG9f+NVm/rgvvb6ZL1y4upnPTXsOKcCO+K2nfrmZH/5P7Tmdw03pfN0ffrKZX792n2b++b9+WjP/wzf/SzM/K0uaOTC6nPEEAACgK8UTAACArhRPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALoado5nKeWDSU5Mcnut9VGD2+Yn+XiSQ5LckOQltdaV/ZY5MczaY3ozn3TCXc184/l778zlwITxk/mlmW885IH2A9zWngO6/P55zXyvSTOa+RMOvaGZX/z9hzXzuc0UYMec+95nNvM5L2r/XHJP2j+X/N17XtTML37nGc3882nP8fzjL7+kmR+Wi5s5MLq25Yznh5I85yG3vSnJ+bXWQ5OcP7gOAAAAP2PY4llr/VqSux9y8wuTnD24fHaSk3byugAAAJggdvQ9ngtrrbcmyeDPfbd2x1LKqaWUS0opl6zP2h3cHQAAAONV9w8XqrWeWWtdWmtdOiXt91EBAAAw8exo8VxRSlmUJIM/b995SwIAAGAi2dHieV6SkweXT07y6Z2zHAAAACaabRmnck6SpydZUEpZnuRtSd6d5BOllNckuSnJr/Rc5Hjx1Jdf2szPu689cuGBy9ofSz51u1cEu4cNj1/TzBefPcwoowfWN/PVnzuomR999Gub+YLvtt/fPum5wx6KAXa6ex7Rzud8sv1zyZwR7v8Jf3LaiLZf8C3HThhPhv2KrbW+dCvRCTt5LQAAAExA3T9cCAAAgN2b4gkAAEBXiicAAABdKZ4AAAB0pXgCAADQleIJAABAVwYg7URv3Pf8Zv6Xtz+zmU9duTNXA7uPeZ+e2czXLC7t7X+wrpk/sO+UZr5xWjPOunntQ+3BX2jvH6CHdXtvbN/hh5O67n/mS29t5veds6jr/oHR5YwnAAAAXSmeAAAAdKV4AgAA0JXiCQAAQFeKJwAAAF0pngAAAHSleAIAANCVOZ470ZIps5r56Qd8q5k//OBjmvmsG0f2e4IFz1/ezK+7cd9mvt+I9g79rHjqpmY+Z1n7ULdxevtra+o97Vl3M29pzwmdumpDMwcYC9e/4Mxmftjck5v5hrumN/Opd7XngG5aO7WZD/dTz4YZ7WMvjFfXvuqMZn7Yh04bpZXsXM54AgAA0JXiCQAAQFeKJwAAAF0pngAAAHSleAIAANCV4gkAAEBXiicAAABdlVrrqO1szswD6nGP+s2t5stObc+DetkT2nMwHzPjpmb+p+f+ejN/4tOvbuaXf/qoZn7Aey5o5uPdjX9+/FgvoZuD33rhWC8BmIBuetuTxnoJXR309on9fY/xbdPPPbaZX/+Cac38Jc9oP7+fPPvaZv7PK9pf/99bsaiZ14vnNvPF/9PXH7umL9VzL621Ln3o7c54AgAA0JXiCQAAQFeKJwAAAF0pngAAAHSleAIAANCV4gkAAEBXiicAAABdTR7Nna3dp2TZKY1ZnRtKc/sZe6xr5hesObSZzz/mjma+YNq9zfwnC0Zv5ikAADvuuv/Rzjet3dDM7980tZl/9/6Dm/kNq+c38wPmrm7mP9h/VjOH8cYZTwAAALpSPAEAAOhK8QQAAKArxRMAAICuFE8AAAC6UjwBAADoalTHqZQNJVNWbn2Xs25sb/+NIx7ezNdvmtTMD5qzsplPKRub+cbZ7RwANnf1b57ezI/8h9eO0kpg97PHLY0RfkmmPNAe43felMc080MPuL2ZHzl/RTP/wap9mvke89tjBGG8ccYTAACArhRPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALpSPAEAAOhqVOd4Tr35vix504VbzcsTHt3c/sZ5h7Qf/7i7m/kNK/Zu53PnN/MFi1c1cwDYnDmdMHb2vK09p3PRBfc28xVPnNXMDzq8PR/+ETPacz6vuGNRM58ydUMzh/HGGU8AAAC6UjwBAADoSvEEAACgK8UTAACArhRPAAAAulI8AQAA6ErxBAAAoKtRneO5btHM/PiUJ201P+gLq5vb73lnbeZ/cMQXm/lHbzu2md/2T0ua+d6vvKmZt1cHAD/t6t88vZn3ngNaHn1PM69Xzum6f+jpJwuG+cnsW1c042mHHt/M7/hJe87nU+cua+arl7Xnx7/iWV9r5hdkajOHXY0zngAAAHSleAIAANCV4gkAAEBXiicAAABdKZ4AAAB0pXgCAADQleIJAABAV6M6x3OPDcn0xizOeulVze03PHnrM0CT5E8vfWEz37R+mJ79jLXN+NEz2nNGl7cffcK75pQzmvkRHzhtlFYCMD70ntM5HHM6mcgWXDGyCevT1mxs5ld895Bm/r117fnwdVJ7/yvWDff1+ZNhcti1OOMJAABAV4onAAAAXSmeAAAAdKV4AgAA0JXiCQAAQFeKJwAAAF0NO06llHJgkg8n2S/JpiRn1lr/ppQyP8nHkxyS5IYkL6m1rmw91pR71mfRf9y61XzT9OntxT7Q/ljsTXdNa+Z7Xdnu2auOaj/+905/dDOflwub+e7uwCe3B878+JuLR2klAGyLq3/z9Gb+7LcfM0orge2314U3N/MNw2w//fb2mL25185s5pPva/9cOXltO7/im0c385m5qJnDrmZbznhuSPLGWuuRSY5L8tullKOSvCnJ+bXWQ5OcP7gOAAAAP2XY4llrvbXWetng8pokVyc5IMkLk5w9uNvZSU7qtUgAAADGr+16j2cp5ZAkj01yUZKFtdZbk6FymmTfnb04AAAAxr9tLp6llFlJPpnkd2ut92zHdqeWUi4ppVyybuP9O7JGAAAAxrFtKp6llCkZKp0fqbV+anDzilLKokG+KMntW9q21npmrXVprXXp1EkzdsaaAQAAGEeGLZ6llJLkrCRX11rfu1l0XpKTB5dPTvLpnb88AAAAxrthx6kkeXKSVyS5spRy+eC2tyR5d5JPlFJek+SmJL/SZ4kAAACMZ6XW9gyhnWlOmV+PLSeM2v5G2+RF+zXz+48+sJk/7T0XNPNFU1Y189+a155X9dqbj2vmd65tz6Na/ZS7mjkAP+2O8w5v5pu+tPcorWTHPPDke5v5Ib96xSitBNid3PDO48d6CV0d8icXjvUSuvpSPffSWuvSh96+XZ9qCwAAANtL8QQAAKArxRMAAICuFE8AAAC6UjwBAADoSvEEAACgK8UTAACAriaP9QImkmV/taiZP+bAG5r5R656QjM/7pD29h9b3t7+F/a7upnfcO/8Zg7A9tnV53QOZ93K6WO9BAAmCGc8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALpSPAEAAOhK8QQAAKArxRMAAICuzPHciTbdNbWZf2f1kmY+ec2kZn7vAdOa+fTJ65v5+bcf3sxvWTm3mR+UW5o5ABPL3O/7MQGAncMZTwAAALpSPAEAAOhK8QQAAKArxRMAAICuFE8AAAC6UjwBAADoyuek70Szr2+PQ7nn8A3NfNrdpZmvuH9WMz/7qA838xMvPK2ZT5/eHscCAACwI5zxBAAAoCvFEwAAgK4UTwAAALpSPAEAAOhK8QQAAKArxRMAAICuFE8AAAC6MsdzJ7p/YW3mR73j5mZ+19MPbOa33bh3M//Vda9p5jMuaM8Bve+4+5s5ANvnaa+8uJm/f/92fuK1z23myz+1ZLvXBABjwRlPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALpSPAEAAOhK8QQAAKArczx3onnLhrnDxo3NeK8rVzfzew7eq5nfu6qdP/zr7cdfdvSezRyA7fPCvS5r5se8+7XNfN6Jt4xo/w978Q+a+XXnHjqixwcYC8tefUYzP/yfThullbA9nPEEAACgK8UTAACArhRPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALoyx3MnmrZmUzPftPe8Zl4nt38PMPf69uPft6i9/aTb7mrmB553UDMHYPu87p9/s5nPe+6KZr541qpmvuF57eP+javb853/8Lc/3sxfNrv9fePZ7z+mmQP08I47jxjrJbADnPEEAACgK8UTAACArhRPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK5KrXXUdjanzK/HlhNGbX/AkOvfdfxYL6GrJW+5cKyX0NUN75zY/36T7ytjvYRuFr/rgrFeAiNw2xueNKb7P+CkG5r5zf92yIgef7+/8fwEdr4v1XMvrbUufejtzngCAADQleIJAABAV4onAAAAXSmeAAAAdKV4AgAA0JXiCQAAQFeKJwAAAF1NHusFAADws0Y6pxNgV+KMJwAAAF0pngAAAHSleAIAANCV4gkAAEBXiicAAABdKZ4AAAB0pXgCAADQ1bBzPEsp05N8Lcm0wf3PrbW+rZSyJMnHksxPclmSV9Ra1/VcLADAruKeIzY08znXtH/MmvqsO5v5uv9csN1rAthVbcsZz7VJnlFrPTrJMUmeU0o5Lsl7kryv1npokpVJXtNvmQAAAIxXwxbPOuTewdUpg/9qkmckOXdw+9lJTuqyQgAAAMa1bXqPZyllUinl8iS3J/nPJD9KsqrW+uBrTJYnOaDPEgEAABjPtql41lo31lqPSbI4yROTHLmlu21p21LKqaWUS0opl6zP2h1fKQAAAOPSdn2qba11VZKvJDkuybxSyoPvml+c5JatbHNmrXVprXXplEwbyVoBAAAYh4YtnqWUfUop8waX90zyzCRXJ/lykhcP7nZykk/3WiQAAADj17DjVJIsSnJ2KWVShorqJ2qtny2lfD/Jx0op70jynSRndVwnAAAA49SwxbPWekWSx27h9usy9H5PAIDdzuxFa9p3uGavZmxOJ7A72a73eAIAAMD2UjwBAADoSvEEAACgK8UTAACArhRPAAAAulI8AQAA6ErxBAAAoKth53gCsGubdHh7luDGZbNHaSV97P1ztzbzu766aJRWwu7mpN/4ajN/+z5XNfNH3PfqZj7z23s28+/+8enNfMnnT2nmc66c2swBRpMzngAAAHSleAIAANCV4gkAAEBXiicAAABdKZ4AAAB0pXgCAADQlXEqwLCufdUZzfywD502SithS8b7uJRfesnXm/k79r2y/QCPbseP/D+v3c4VwZAl0+5o5ke/p/3cmjnC/T9v2fOa+YwfGZcCjB/OeAIAANCV4gkAAEBXiicAAABdKZ4AAAB0pXgCAADQleIJAABAV4onAAAAXZnjCQzLnE5GYtmr23Ngh5uz+Y7Xted4fmzNXs38/kPWN/MZN0xp5uy+3nfGi7s+/qZhxnAuW76wmf/o9aePaP/P/ptjRrQ9wPZwxhMAAICuFE8AAAC6UjwBAADoSvEEAACgK8UTAACArhRPAAAAulI8AQAA6KrUWkdtZ3PK/HpsOWHU9gcA9HPjnx/fzK85pT3D9YgP7Nozgg9+64VjvQRgAlr+5ieN9RK6uuZdv39prXXpQ293xhMAAICuFE8AAAC6UjwBAADoSvEEAACgK8UTAACArhRPAAAAulI8AQAA6GryWC8AAJiYdvU5nQCMHmc8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALpSPAEAAOhK8QQAAKAr41QAAADGiatef3ozf+TfvnaUVrJ9nPEEAACgK8UTAACArhRPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALoyxxMAAGCUjNc5nCPljCcAAABdKZ4AAAB0pXgCAADQleIJAABAV4onAAAAXSmeAAAAdKV4AgAA0JU5ngDALumaU85o5kd84LRRWgnAzjPSOZ1vWfGYnbSS0eWMJwAAAF0pngAAAHSleAIAANCV4gkAAEBXiicAAABdKZ4AAAB0pXgCAADQ1TbP8SylTEpySZKba60nllKWJPlYkvlJLkvyilrruj7LBAB2N+Z0AhPR2vm1mU+7uzTzL9926M5czqjZnjOeb0hy9WbX35PkfbXWQ5OsTPKanZaqKF0AAAwQSURBVLkwAAAAJoZtKp6llMVJfjHJBwbXS5JnJDl3cJezk5zUY4EAAACMb9t6xvOvk/xRkk2D63snWVVr3TC4vjzJAVvasJRyainlklLKJeuzdkSLBQAAYPwZtniWUk5Mcnut9dLNb97CXbf4YuVa65m11qW11qVTMm0HlwkAAMB4tS0fLvTkJC8opTwvyfQkczJ0BnReKWXy4Kzn4iS39FsmAAAA49WwZzxrrW+utS6utR6S5NeS/Fet9WVJvpzkxYO7nZzk091WCQAAwLi1zeNUtuCPk3yslPKOJN9JctbOWRIAMBGs3XdjM592+6RRWgnArmO4cSnD2Wv6A838rtntcS1T1rT3f9XrT2/mj/zb1zbzrdmu4llr/UqSrwwuX5fkiTu0VwAAAHYb2zPHEwAAALab4gkAAEBXiicAAABdKZ4AAAB0pXgCAADQleIJAABAV6XW9pyXnWlOmV+PLSeM2v4AAAAYPV+q515aa1360Nud8QQAAKArxRMAAICuFE8AAAC6UjwBAADoSvEEAACgK8UTAACArhRPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALpSPAEAAOhK8QQAAKArxRMAAICuFE8AAAC6UjwBAADoSvEEAACgK8UTAACArhRPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALpSPAEAAOhK8QQAAKArxRMAAICuFE8AAAC6UjwBAADoSvEEAACgK8UTAACArhRPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALpSPAEAAOhK8QQAAKArxRMAAICuFE8AAAC6UjwBAADoSvEEAACgK8UTAACArhRPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALpSPAEAAOhK8QQAAKArxRMAAICuFE8AAAC6UjwBAADoSvEEAACgK8UTAACAriaP5s7WHTAz17/u+NHc5aha8pYLx3oJXU16xJJmvmrpwmZ+4lu+3Mx/e/7lzXzuHntuNXvHnUc0tz3rwqc284OX3NHMD5p9dzO/4LqHN/M5X5/ezHtbO7+M6f57W/yuC8Z6CbBFN/zFxP2elySH/H8T+/seADuPM54AAAB0pXgCAADQleIJAABAV4onAAAAXSmeAAAAdKV4AgAA0NU2jVMppdyQZE2SjUk21FqXllLmJ/l4kkOS3JDkJbXWlX2Wya5g2dvmNfNjH7asmX/4mic28/sPm9rMz732mK1mj1p0a3Pb2Qvvbeb3fGpRM/9e2vmcZgoAALu37Tnj+fO11mNqrUsH19+U5Pxa66FJzh9cBwAAgJ8ykpfavjDJ2YPLZyc5aeTLAQAAYKLZ1uJZk/xHKeXSUsqpg9sW1lpvTZLBn/v2WCAAAADj2za9xzPJk2utt5RS9k3yn6WUa7Z1B4OiemqSTJ631w4sEQAAgPFsm8541lpvGfx5e5J/TfLEJCtKKYuSZPDn7VvZ9sxa69Ja69JJM2funFUDAAAwbgxbPEspM0spsx+8nOQXknwvyXlJTh7c7eQkn+61SAAAAMavbXmp7cIk/1pKefD+H621/nsp5eIknyilvCbJTUl+pd8yAQAAGK+GLZ611uuSHL2F2+9KckKPRbFr2rShfYL8ihX7N/P1y9svtb5h8d7N/KkHX7fVbNmq9mdbrVvXfqrPOWlFM7//3xY285WP39DMFx7QHnG77rx9mjkAAIxnIxmnAgAAAMNSPAEAAOhK8QQAAKArxRMAAICuFE8AAAC6UjwBAADoSvEEAACgq2HneI4n177qjGZ+2IdOG6WVTExTb5nazNcPk0/e1H78C37wsGb+ruP+davZ1SvbczZLae97uDmdw5m0elIzX3epOZ0AAOy+nPEEAACgK8UTAACArhRPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALqaUHM8zensa93eG5v5EX9/bzNfddScZr563fRmft8Tp2192y/t19x2/WMfaOZ7NtPksre2Z8Q+/BO/NaLtH/fn7efuyiesb+Z7XTylmQ/nqted3syvX9/+tz3xH/5oRPsHAGBic8YTAACArhRPAAAAulI8AQAA6ErxBAAAoCvFEwAAgK4UTwAAALqaUONU6GvhN9q/p9jjztXNfK/vtsexrDps72b+Pz/7S1vNDv/Yjc1t77jzoGa+oT3JZVg/esnfN/MTr33uiB5/zt73DXOPec10/aOH275tyZRZI9oedlfLXtMepTScw88yJgyAicEZTwAAALpSPAEAAOhK8QQAAKArxRMAAICuFE8AAAC6UjwBAADoSvEEAACgK3M82Wazbl43ou1rKc187g83NfP7F2799yR1RnsQ59q57X1PWlub+SMvfFkz32/ummZ+4+X7N/M5zTR5+SO+3czPyS808ylXzmzmJ+zzgma+z573NnNgy8zhBIAhzngCAADQleIJAABAV4onAAAAXSmeAAAAdKV4AgAA0JXiCQAAQFeKJwAAAF2VWtvzC3fqzkq5I8mNm920IMmdo7YA+H889xhLnn+MFc89xpLnH2PFc290HVxr3eehN45q8fyZnZdySa116ZgtgN2W5x5jyfOPseK5x1jy/GOseO7tGrzUFgAAgK4UTwAAALoa6+J55hjvn92X5x5jyfOPseK5x1jy/GOseO7tAsb0PZ4AAABMfGN9xhMAAIAJbkyKZynlOaWUZaWUH5ZS3jQWa2D3UUo5sJTy5VLK1aWUq0opbxjcPr+U8p+llB8M/txrrNfKxFRKmVRK+U4p5bOD60tKKRcNnnsfL6VMHes1MjGVUuaVUs4tpVwzOAYe79jHaCil/N7ge+73SinnlFKmO/bRSynlg6WU20sp39vsti0e68qQ9w96yBWllMeN3cp3L6NePEspk5L8XZLnJjkqyUtLKUeN9jrYrWxI8sZa65FJjkvy24Pn3JuSnF9rPTTJ+YPr0MMbkly92fX3JHnf4Lm3MslrxmRV7A7+Jsm/11qPSHJ0hp6Hjn10VUo5IMnvJFlaa31UkklJfi2OffTzoSTPechtWzvWPTfJoYP/Tk1yxiitcbc3Fmc8n5jkh7XW62qt65J8LMkLx2Ad7CZqrbfWWi8bXF6ToR+8DsjQ8+7swd3OTnLS2KyQiayUsjjJLyb5wOB6SfKMJOcO7uK5RxellDlJnpbkrCSpta6rta6KYx+jY3KSPUspk5PMSHJrHPvopNb6tSR3P+TmrR3rXpjkw3XIt5LMK6UsGp2V7t7GongekOTHm11fPrgNuiulHJLksUkuSrKw1nprMlROk+w7ditjAvvrJH+UZNPg+t5JVtVaNwyuOwbSy8OS3JHknwYv9f5AKWVmHPvorNZ6c5K/SnJThgrn6iSXxrGP0bW1Y50uMkbGoniWLdzmo3XprpQyK8knk/xurfWesV4PE18p5cQkt9daL9385i3c1TGQHiYneVySM2qtj01yX7ysllEweC/dC5MsSbJ/kpkZennjQzn2MRZ8Hx4jY1E8lyc5cLPri5PcMgbrYDdSSpmSodL5kVrrpwY3r3jwpRWDP28fq/UxYT05yQtKKTdk6G0Fz8jQGdB5g5efJY6B9LM8yfJa60WD6+dmqIg69tHbM5NcX2u9o9a6Psmnkjwpjn2Mrq0d63SRMTIWxfPiJIcOPtlsaobebH7eGKyD3cTgPXVnJbm61vrezaLzkpw8uHxykk+P9tqY2Gqtb661Lq61HpKhY91/1VpfluTLSV48uJvnHl3UWm9L8uNSyuGDm05I8v049tHfTUmOK6XMGHwPfvC559jHaNrase68JK8cfLrtcUlWP/iSXPoqtY7+meVSyvMy9Fv/SUk+WGt956gvgt1GKeUpSb6e5Mr8v/fZvSVD7/P8RJKDMvRN8ldqrQ99YzrsFKWUpyf5g1rriaWUh2XoDOj8JN9J8vJa69qxXB8TUynlmAx9sNXUJNcleXWGfuns2EdXpZS3J/nVDH2y/HeSnJKh99E59rHTlVLOSfL0JAuSrEjytiT/li0c6wa/DPk/GfoU3PuTvLrWeslYrHt3MybFEwAAgN3HWLzUFgAAgN2I4gkAAEBXiicAAABdKZ4AAAB0pXgCAADQleIJAABAV4onAAAAXSmeAAAAdPV/AWmdNHLduKHWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将每个中间激活层的所有通道可视化\n",
    "\n",
    "layer_names = []\n",
    "\n",
    "for layer in model.layers[:8]:\n",
    "    layer_names.append(layer.name)\n",
    "\n",
    "img_per_row = 16\n",
    "for layer_name, layer_activation in zip(layer_names, activations):\n",
    "    n_features = layer_activation.shape[-1]  # 通道数量， 特征图的个数\n",
    "    size = layer_activation.shape[1]  # 1,size,size,n_features\n",
    "\n",
    "    n_cols = n_features // img_per_row\n",
    "    display_grid = np.zeros((size * n_cols, img_per_row * size))\n",
    "\n",
    "    for col in range(n_cols):\n",
    "        for row in range(img_per_row):\n",
    "            channel_img = layer_activation[0, :, :, col * img_per_row + row]\n",
    "            channel_img -= channel_img.mean()\n",
    "            channel_img /= channel_img.std()\n",
    "            channel_img *= 64\n",
    "            channel_img += 128\n",
    "            channel_img = np.clip(channel_img, 0, 255).astype('uint8')\n",
    "            display_grid[col * size:(col + 1) * size, row * size:(row + 1) *\n",
    "                         size] = channel_img\n",
    "    scale = 1. / size\n",
    "\n",
    "    plt.figure(figsize=(scale * display_grid.shape[1],\n",
    "                        scale * display_grid.shape[0]))\n",
    "\n",
    "    plt.title(layer_name)\n",
    "    plt.grid(False)\n",
    "    plt.imshow(display_grid, aspect='auto', cmap='viridis')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">-  第一层是各种边缘探测器的集合；这一阶段，激活几乎保留了原始图像中的所有信息\n",
    "- 随着层数加深，激活变得越来越抽象，越来越难以直观地理解。开始表现更高层次的概念，如猫耳朵或猫眼睛。**层数加深，关于视觉内容的信息就越少，关于类别的信息就越多**\n",
    "- 激活的稀疏度随着层数的加深而增大。越来越多的过滤器是空白。输入图像找不到这些过滤器所编码的模式"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可视化过滤器"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 显示每个过滤器所响应的视觉模式，通过在输入空间中**进行梯度上升**来实现:\n",
    "- 从空白输入图像开始,将梯度下降应用到卷积神经网络输入图像的值,其目的是让某个过滤器的响应最大化.得到的输入图像是选定过滤器具有最大响应的图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可视化类激活的热力图\n",
    "类激活图(CAM,class activation map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T06:12:13.855701Z",
     "start_time": "2020-05-16T06:12:13.850750Z"
    }
   },
   "outputs": [],
   "source": [
    "# from tensorflow.keras.applications.vgg16 import VGG16\n",
    "# model = VGG16(weights='imagenet')\n",
    "\n",
    "# 模型下载不成功"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T06:47:19.094813Z",
     "start_time": "2020-05-16T06:47:18.567358Z"
    },
    "code_folding": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"vgg16\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_6 (InputLayer)         [(None, 224, 224, 3)]     0         \n",
      "_________________________________________________________________\n",
      "block1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n",
      "_________________________________________________________________\n",
      "block1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n",
      "_________________________________________________________________\n",
      "block1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n",
      "_________________________________________________________________\n",
      "block2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n",
      "_________________________________________________________________\n",
      "block2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n",
      "_________________________________________________________________\n",
      "block2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n",
      "_________________________________________________________________\n",
      "block3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n",
      "_________________________________________________________________\n",
      "block3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n",
      "_________________________________________________________________\n",
      "block4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n",
      "_________________________________________________________________\n",
      "block4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n",
      "_________________________________________________________________\n",
      "block5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 25088)             0         \n",
      "_________________________________________________________________\n",
      "fc1 (Dense)                  (None, 4096)              102764544 \n",
      "_________________________________________________________________\n",
      "fc2 (Dense)                  (None, 4096)              16781312  \n",
      "_________________________________________________________________\n",
      "predictions (Dense)          (None, 1000)              4097000   \n",
      "=================================================================\n",
      "Total params: 138,357,544\n",
      "Trainable params: 138,357,544\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras import layers, models\n",
    "\n",
    "\n",
    "def VGG16(include_top=True,\n",
    "          weights='imagenet',\n",
    "          input_tensor=None,\n",
    "          input_shape=None,\n",
    "          pooling=None,\n",
    "          classes=1000):\n",
    "    \"\"\"Instantiates the VGG16 architecture.\n",
    "    \"\"\"\n",
    "        \n",
    "    # Determine proper input shape\n",
    "    input_shape = (224, 224, 3)\n",
    "    img_input = layers.Input(shape=input_shape)\n",
    "    \n",
    "        \n",
    "    # Block 1\n",
    "    x = layers.Conv2D(64, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block1_conv1')(img_input)\n",
    "    x = layers.Conv2D(64, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block1_conv2')(x)\n",
    "    x = layers.MaxPooling2D((2, 2), strides=(2, 2), name='block1_pool')(x)\n",
    "\n",
    "    # Block 2\n",
    "    x = layers.Conv2D(128, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block2_conv1')(x)\n",
    "    x = layers.Conv2D(128, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block2_conv2')(x)\n",
    "    x = layers.MaxPooling2D((2, 2), strides=(2, 2), name='block2_pool')(x)\n",
    "\n",
    "    # Block 3\n",
    "    x = layers.Conv2D(256, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block3_conv1')(x)\n",
    "    x = layers.Conv2D(256, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block3_conv2')(x)\n",
    "    x = layers.Conv2D(256, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block3_conv3')(x)\n",
    "    x = layers.MaxPooling2D((2, 2), strides=(2, 2), name='block3_pool')(x)\n",
    "\n",
    "    # Block 4\n",
    "    x = layers.Conv2D(512, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block4_conv1')(x)\n",
    "    x = layers.Conv2D(512, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block4_conv2')(x)\n",
    "    x = layers.Conv2D(512, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block4_conv3')(x)\n",
    "    x = layers.MaxPooling2D((2, 2), strides=(2, 2), name='block4_pool')(x)\n",
    "\n",
    "    # Block 5\n",
    "    x = layers.Conv2D(512, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block5_conv1')(x)\n",
    "    x = layers.Conv2D(512, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block5_conv2')(x)\n",
    "    x = layers.Conv2D(512, (3, 3),\n",
    "                      activation='relu',\n",
    "                      padding='same',\n",
    "                      name='block5_conv3')(x)\n",
    "    x = layers.MaxPooling2D((2, 2), strides=(2, 2), name='block5_pool')(x)\n",
    "\n",
    "    if include_top:\n",
    "        # Classification block\n",
    "        x = layers.Flatten(name='flatten')(x)\n",
    "        x = layers.Dense(4096, activation='relu', name='fc1')(x)\n",
    "        x = layers.Dense(4096, activation='relu', name='fc2')(x)\n",
    "        x = layers.Dense(classes, activation='softmax', name='predictions')(x)\n",
    "    else:\n",
    "        if pooling == 'avg':\n",
    "            x = layers.GlobalAveragePooling2D()(x)\n",
    "        elif pooling == 'max':\n",
    "            x = layers.GlobalMaxPooling2D()(x)\n",
    "\n",
    "\n",
    "    # Create model.\n",
    "    model = models.Model(img_input, x, name='vgg16')\n",
    "\n",
    "    # Load weights.\n",
    "    weights_path = \"../../.keras/models/vgg16_weights_tf_dim_ordering_tf_kernels.h5\"\n",
    "    model.load_weights(weights_path)\n",
    "\n",
    "    return model\n",
    "\n",
    "\n",
    "model = VGG16()\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T06:47:25.033568Z",
     "start_time": "2020-05-16T06:47:25.027992Z"
    }
   },
   "outputs": [],
   "source": [
    "from tensorflow.keras.preprocessing import image\n",
    "from tensorflow.keras.applications.vgg16 import preprocess_input, decode_predictions\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T06:49:57.049152Z",
     "start_time": "2020-05-16T06:49:56.970725Z"
    }
   },
   "outputs": [],
   "source": [
    "img_path = '../datasets/elephants.jpg'\n",
    "img = image.load_img(img_path, target_size=(224, 224))\n",
    "x = image.img_to_array(img)\n",
    "x = np.expand_dims(x, axis=0)\n",
    "x = preprocess_input(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T06:50:46.232028Z",
     "start_time": "2020-05-16T06:50:44.276749Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/imagenet_class_index.json\n",
      "40960/35363 [==================================] - 1s 23us/step\n",
      "Predicted:  [('n02504458', 'African_elephant', 0.63333625), ('n01871265', 'tusker', 0.279683), ('n02504013', 'Indian_elephant', 0.08687375)]\n"
     ]
    }
   ],
   "source": [
    "preds = model.predict(x)\n",
    "print(\"Predicted: \", decode_predictions(preds, top=3)[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T06:53:37.742227Z",
     "start_time": "2020-05-16T06:53:37.736624Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "386"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmax(preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-16T07:08:50.338673Z",
     "start_time": "2020-05-16T07:08:50.215105Z"
    }
   },
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'GradientTape' object is not subscriptable",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-39-9779a1589115>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;31m# 非洲象类别相对于 blcok5_conv3 输出特征图的梯度\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mgrads\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGradientTape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mafrican_elephant_output\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlast_conv_layer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moutput\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0;31m# 形状是 （512，）的张量，每个元素是特定特征图通道的梯度平均大小\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: 'GradientTape' object is not subscriptable"
     ]
    }
   ],
   "source": [
    "# 展示图片中哪部分最像非洲象，Grad-CAM 算法\n",
    "from tensorflow.keras import backend as K\n",
    "\n",
    "african_elephant_output = model.output[:, 386]  # 预测向量中的非洲象元素\n",
    "last_conv_layer = model.get_layer('block5_conv3')\n",
    "\n",
    "# 非洲象类别相对于 blcok5_conv3 输出特征图的梯度\n",
    "grads = K.gradients(african_elephant_output, last_conv_layer.output)[0]\n",
    "\n",
    "# 形状是 （512，）的张量，每个元素是特定特征图通道的梯度平均大小\n",
    "pooled_grads = K.mean(grads, axis=(0, 1, 2))\n",
    "\n",
    "# 访问刚刚定义的量，对于给定的样本图像，pooled_grads 和 block5_conv3 的输出特征图\n",
    "iterate = K.function([model.input], [pooled_grads, last_conv_layer.output[0]])\n",
    "\n",
    "# 对于样本图像，这两个量都是 Numpy 数组\n",
    "pooled_grads_value, conv_layer_output_value = iterate([x])\n",
    "\n",
    "# 将特征图数组的每个通道乘以 这个通道 对 大象 类别的重要程度\n",
    "for i in range(512):\n",
    "    conv_layer_output_value[:, :, i] *= pooled_grads_value[i]\n",
    "\n",
    "# 得到的特征图的逐通道平均值即为激活热力图    \n",
    "heatmap = np.mean(conv_layer_output_value, axis=-1)    "
   ]
  },
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}
